RunModel_CemaNeigeGR4J.Rd

\encoding{UTF-8}


\name{RunModel_CemaNeigeGR4J}
\alias{RunModel_CemaNeigeGR4J}


\title{Run with the CemaNeigeGR4J hydrological model}


\description{
Function which performs a single run for the CemaNeige-GR4J daily lumped model over the test period.
}


\usage{
RunModel_CemaNeigeGR4J(InputsModel, RunOptions, Param)
}


\arguments{
\item{InputsModel}{[object of class \emph{InputsModel}] see \code{\link{CreateInputsModel}} for details}

\item{RunOptions}{[object of class \emph{RunOptions}] see \code{\link{CreateRunOptions}} for details}

\item{Param}{[numeric] vector of 6 (or 8 parameters if \code{IsHyst = TRUE}, see \code{\link{CreateRunOptions}} for details)
  \tabular{ll}{
    GR4J X1      \tab production store capacity [mm]                                          \cr
    GR4J X2      \tab intercatchment exchange coefficient [mm/d]                              \cr
    GR4J X3      \tab routing store capacity [mm]                                             \cr
    GR4J X4      \tab unit hydrograph time constant [d]                                       \cr
    CemaNeige X1 \tab weighting coefficient for snow pack thermal state [-]                   \cr
    CemaNeige X2 \tab degree-day melt coefficient [mm/°C/d]                                   \cr
    CemaNeige X3 \tab (optional) accumulation threshold [mm] (needed if \code{IsHyst = TRUE}) \cr
    CemaNeige X4 \tab (optional) percentage (between 0 and 1) of annual snowfall defining the melt threshold [-] (needed if \code{IsHyst = TRUE}) \cr
  }}
}


\value{
[list] containing the function outputs organised as follows:
  \tabular{ll}{
    \emph{$DatesR  } \tab [POSIXlt] series of dates                                                   \cr
    \emph{$PotEvap } \tab [numeric] series of input potential evapotranspiration [mm/d] (E)           \cr
    \emph{$Precip  } \tab [numeric] series of input total precipitation (P) [mm/d]                    \cr
    \emph{$Prod    } \tab [numeric] series of production store level (S) [mm]                         \cr
    \emph{$Pn      } \tab [numeric] series of net rainfall (Pn) [mm/d]                                \cr
    \emph{$Ps      } \tab [numeric] series of the part of Pn filling the production store (Ps) [mm/d] \cr
    \emph{$AE      } \tab [numeric] series of actual evapotranspiration [mm/d]                        \cr
    \emph{$Perc    } \tab [numeric] series of percolation (Perc) [mm/d]                               \cr
    \emph{$PR      } \tab [numeric] series of Pr=Pn-Ps+Perc (Pr) [mm/d]                               \cr
    \emph{$Q9      } \tab [numeric] series of UH1 outflow (Q9) [mm/d]                                 \cr
    \emph{$Q1      } \tab [numeric] series of UH2 outflow (Q1) [mm/d]                                 \cr
    \emph{$Rout    } \tab [numeric] series of routing store level (R1) [mm]                           \cr
    \emph{$Exch    } \tab [numeric] series of potential semi-exchange between catchments [mm/d]       \cr
    \emph{$AExch1  } \tab [numeric] series of actual exchange between catchments for branch 1 [mm/d]  \cr
    \emph{$AExch2  } \tab [numeric] series of actual exchange between catchments for branch 2 [mm/d]  \cr
    \emph{$AExch   } \tab [numeric] series of actual exchange between catchments (1+2) [mm/d]         \cr
    \emph{$QR      } \tab [numeric] series of routing store outflow (Qr) [mm/d]                       \cr
    \emph{$QD      } \tab [numeric] series of direct flow from UH2 after exchange (Qd) [mm/d]         \cr
    \emph{$Qsim    } \tab [numeric] series of simulated discharge (Q) [mm/d]                          \cr
    \emph{$CemaNeigeLayers} \tab [list] list of CemaNeige outputs (1 list per layer)                  \cr
    \emph{$CemaNeigeLayers[[iLayer]]$Pliq         } \tab [numeric] series of liquid precip. [mm/d]                    \cr
    \emph{$CemaNeigeLayers[[iLayer]]$Psol         } \tab [numeric] series of solid precip. [mm/d]                     \cr
    \emph{$CemaNeigeLayers[[iLayer]]$SnowPack     } \tab [numeric] series of snow pack (snow water equivalent) [mm]   \cr
    \emph{$CemaNeigeLayers[[iLayer]]$ThermalState } \tab [numeric] series of snow pack thermal state [°C]             \cr
    \emph{$CemaNeigeLayers[[iLayer]]$Gratio       } \tab [numeric] series of Gratio [0-1]                             \cr
    \emph{$CemaNeigeLayers[[iLayer]]$PotMelt      } \tab [numeric] series of potential snow melt [mm/d]               \cr
    \emph{$CemaNeigeLayers[[iLayer]]$Melt         } \tab [numeric] series of actual snow melt [mm/d]                  \cr
    \emph{$CemaNeigeLayers[[iLayer]]$PliqAndMelt  } \tab [numeric] series of liquid precip. + actual snow melt [mm/d] \cr
    \emph{$CemaNeigeLayers[[iLayer]]$Temp         } \tab [numeric] series of air temperature [°C]                     \cr
    \emph{$CemaNeigeLayers[[iLayer]]$Gthreshold   } \tab [numeric] series of melt threshold [mm]                      \cr
    \emph{$CemaNeigeLayers[[iLayer]]$Glocalmax    } \tab [numeric] series of local melt threshold for hysteresis [mm] \cr
    \emph{RunOptions$WarmUpQsim} \tab [numeric] series of simulated discharge (Q) on the warm-up period [mm/d] \cr
    \emph{RunOptions$Param     } \tab [numeric] parameter set parameter set used by the model                  \cr
    \emph{$StateEnd} \tab [numeric] states at the end of the run: store & unit hydrographs levels [mm], CemaNeige states [mm & °C]. See \code{\link{CreateIniStates}} for more details \cr
  }
Refer to the provided references or to the package source code for further details on these model outputs.
}


\details{
The choice of the CemaNeige version is explained in \code{\link{CreateRunOptions}}. \cr
For further details on the model, see the references section. \cr
For further details on the argument structures and initialisation options, see \code{\link{CreateRunOptions}}.
\cr
\cr
See \code{\link{RunModel_GR4J}} to look at the diagram of the hydrological model.
}


\examples{
library(airGR)

## loading catchment data
data(L0123002)

## preparation of the InputsModel object
InputsModel <- CreateInputsModel(FUN_MOD = RunModel_CemaNeigeGR4J, DatesR = BasinObs$DatesR,
                                 Precip = BasinObs$P, PotEvap = BasinObs$E, TempMean = BasinObs$T,
                                 ZInputs = median(BasinInfo$HypsoData),
                                 HypsoData = BasinInfo$HypsoData, NLayers = 5)

## run period selection
Ind_Run <- seq(which(format(BasinObs$DatesR, format = "\%Y-\%m-\%d")=="1990-01-01"),
               which(format(BasinObs$DatesR, format = "\%Y-\%m-\%d")=="1999-12-31"))


## --- original version of CemaNeige

## preparation of the RunOptions object
RunOptions <- CreateRunOptions(FUN_MOD = RunModel_CemaNeigeGR4J, InputsModel = InputsModel,
                               IndPeriod_Run = Ind_Run)

## simulation
Param <- c(X1 = 408.774, X2 = 2.646, X3 = 131.264, X4 = 1.174,
           CNX1 = 0.962, CNX2 = 2.249)
OutputsModel <- RunModel_CemaNeigeGR4J(InputsModel = InputsModel,
                                       RunOptions = RunOptions, Param = Param)

## results preview
plot(OutputsModel, Qobs = BasinObs$Qmm[Ind_Run])

## efficiency criterion: Nash-Sutcliffe Efficiency
InputsCrit  <- CreateInputsCrit(FUN_CRIT = ErrorCrit_NSE, InputsModel = InputsModel,
                                RunOptions = RunOptions, Obs = BasinObs$Qmm[Ind_Run])
OutputsCrit <- ErrorCrit_NSE(InputsCrit = InputsCrit, OutputsModel = OutputsModel)


## --- version of CemaNeige with the Linear Hysteresis

## preparation of the RunOptions object
RunOptions <- CreateRunOptions(FUN_MOD = RunModel_CemaNeigeGR4J, InputsModel = InputsModel,
                               IndPeriod_Run = Ind_Run, IsHyst = TRUE)

## simulation
Param <- c(X1 = 408.774, X2 = 2.646, X3 = 131.264, X4 = 1.174,
           CNX1 = 0.962, CNX2 = 2.249, CNX3 = 100, CNX4 = 0.4)
OutputsModel <- RunModel_CemaNeigeGR4J(InputsModel = InputsModel,
                                       RunOptions = RunOptions, Param = Param)

## results preview
plot(OutputsModel, Qobs = BasinObs$Qmm[Ind_Run])

## efficiency criterion: Nash-Sutcliffe Efficiency
InputsCrit  <- CreateInputsCrit(FUN_CRIT = ErrorCrit_NSE, InputsModel = InputsModel,
                                RunOptions = RunOptions, Obs = BasinObs$Qmm[Ind_Run])
OutputsCrit <- ErrorCrit_NSE(InputsCrit = InputsCrit, OutputsModel = OutputsModel)
}


\author{
Laurent Coron, Claude Michel, Charles Perrin, Audrey Valéry, Vazken Andréassian, Olivier Delaigue, Guillaume Thirel
}


\references{
Perrin, C., Michel, C. and Andréassian, V. (2003).
  Improvement of a parsimonious model for streamflow simulation.
  Journal of Hydrology, 279(1-4), 275-289, \doi{10.1016/S0022-1694(03)00225-7}.
\cr\cr
Riboust, P., Thirel, G., Le Moine, N. and Ribstein, P. (2019).
  Revisiting a simple degree-day model for integrating satellite data: Implementation of SWE-SCA hystereses.
  Journal of Hydrology and Hydromechanics, 67(1), 70–81, \doi{10.2478/johh-2018-0004}.
\cr\cr
Valéry, A., Andréassian, V. and Perrin, C. (2014).
  "As simple as possible but not simpler": What is useful in a temperature-based snow-accounting routine?
  Part 1 - Comparison of six snow accounting routines on 380 catchments.
  Journal of Hydrology, 517(0), 1166-1175, \doi{10.1016/j.jhydrol.2014.04.059}.
\cr\cr
Valéry, A., Andréassian, V. and Perrin, C. (2014).
  "As simple as possible but not simpler": What is useful in a temperature-based snow-accounting routine?
  Part 2 - Sensitivity analysis of the Cemaneige snow accounting routine on 380 catchments.
  Journal of Hydrology, 517(0), 1176-1187, \doi{10.1016/j.jhydrol.2014.04.058}.
}


\seealso{
\code{\link{RunModel_CemaNeige}}, \code{\link{RunModel_CemaNeigeGR5J}},
\code{\link{RunModel_CemaNeigeGR6J}}, \code{\link{RunModel_GR4J}},
\code{\link{CreateInputsModel}}, \code{\link{CreateRunOptions}}, \code{\link{CreateIniStates}}.
}